Research Appraisals
Evidence-based critical appraisals of the latest medical research, systematically evaluated using Oxford CEBM methodology.
Showing 5 appraisals
Scientific reports
Manual federated simulation for multiple sclerosis integrating XGBoost algorithm with SHAP explanation
Multiple sclerosis (MS) is a chronic autoimmune disorder of the central nervous system, underscoring the importance of early and accurate diagnosis. In this study investigates the predictive modelling of MS progression in patients with Clinically Isolated Syndrome (CIS), privacy-preserving for a federated and explainable Machine Learning (ML) framework. To address missing data while preserving inter-feature dependencies, Multivariate Imputation by Chained Equations (MICE) with iterative imputers was employed. Classification was performed using the Extreme Gradient Boosting (XGBoost) algorithm. Model interpretability was developed through Explainable Artificial Intelligence (XAI) techniques, specifically Shapley Additive Explanations (SHAP). To ensure data confidentiality and simulate decentralized clinical environments, an in silico federated learning framework was applied. Experimental results demonstrated strong predictive performance, achieving 96.7% accuracy and 99% ROC-AUC during training, 92.5% accuracy in validation, and 81.8% accuracy with an AUC of 88% on the test set. For the Federated Learning (FL) simulation, the model maintained competitive performance, yielding an accuracy of 76.3% and an AUC of 83.9%. The proposed approach supports early diagnosis, enhances clinical trust through interpretability, and promotes secure data collaboration, thereby contributing to more informed and transparent clinical decision-making and improved patient care.
1 Aug 2026
Read appraisal →Journal of neurology
The dual role of mTOR in multiple sclerosis pathophysiology: a systematic review
Multiple sclerosis (MS) is a chronic autoimmune disease characterized by demyelination, neuroinflammation, and progressive neurodegeneration. The mechanistic target of rapamycin (mTOR) pathway plays a key role in regulating immune responses, cell metabolism, autophagy, and repair processes. Although the role of mTOR in neurodegeneration has been explored in previous reviews, a systematic assessment of its function in MS across different models is still lacking. This systematic review aimed to examine the role of mTOR signaling in the pathophysiology of MS. Following Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines, we screened preclinical and clinical studies using two databases and assessed the risk of bias specific to the study types. A total of 189 records were identified, of which 90 met the inclusion criteria for qualitative analysis. Studies using in vitro and in vivo (mainly rodent models, both sexes) models of MS, as well as MS patient tissue or data, consistently demonstrated that mTOR is involved in the MS-related processes neuroinflammation, myelination, autophagy, gliosis, mitochondrial dysfunction, and oxidative stress. mTOR inhibition reduces pro-inflammatory signaling and may enhance autophagy, offering neuroprotection. In contrast, activation of mTOR promotes remyelination by enhancing oligodendrocyte differentiation and maturation. These remyelinating effects may be masked in inflammatory environments, because activation of mTOR supports immune cell expansion and glial reactivity, inducing inflammation and oxidative stress. Overall, our findings underscore a dual role of mTOR in MS pathology, with important implications for disease stage and timing of intervention. Although mTOR is mechanistically important in MS, its therapeutic modulation is unlikely to be readily clinically translatable without a substantial risk of unintended and context-dependent effects.
5 July 2026
Read appraisal →Journal of medical economics
From options to decisions: an innovative model for treatment sequencing in relapsing-remitting multiple sclerosis
AIMS: With the expanding range of disease-modifying therapies (DMTs) for relapsing-remitting multiple sclerosis (RRMS), clinicians face increasing complexity in defining optimal treatment sequences and timing of therapy switches. In this study, we adapted an earlier computer-assisted model to optimize therapeutic decisions and identify preferred treatment pathways, based on expert opinion and observations from clinical practice in Spain. MATERIALS AND METHODS: The original model was updated to integrate magnetic resonance imaging (MRI) activity data and define reaching an Expanded Disability Status Scale (EDSS) score of 3 - indicating moderate disability without ambulation impairment - as a criterion for switching treatment. Matrices were designed to model options when switching DMTs, triggered by either a lack of effectiveness or safety concerns. Change in DMT was based on a set of composite criteria (encompassing contributions from relapses, disability worsening, MRI activity, costs, and quality of life) according to the disease activity level. A maximum of three DMTs could be administered within the 8-year time horizon evaluated. RESULTS: The revised model identified high efficacy treatment, in particular cladribine tablets as the preferred initial DMT for patients with RRMS with mild or moderate disease activity. Of these patients with mild and moderate disease activity, most were switched to ofatumumab (79.4%) and ocrelizumab (75.9%), respectively, when disease progression occurred. Patients with high disease activity mostly received natalizumab if they were John Cunningham virus (JCV)-negative, or ocrelizumab if they were JCV-positive. LIMITATIONS: The model is informed by a Spain-based healthcare expert panel and has been evaluated using a simulated cohort of 10,000 patients with RRMS. CONCLUSION: This computational model helps to inform clinicians towards making optimal treatment decisions for RRMS, and identified high-efficacy DMTs as the preferred model-based option for all levels of disease activity, supporting early and effective control of disease activity in real-world clinical practice.
25 June 2026
Read appraisal →Neurology
Intrathecal Mesenchymal Stem Cells in Progressive Multiple Sclerosis: A Randomized, Double-Blind, Placebo-Controlled Trial (SMART-MS)
BACKGROUND AND OBJECTIVES: There is an unmet need for neuroregenerative therapies in multiple sclerosis (MS). Mesenchymal stem cells (MSCs) have shown immunomodulatory and regenerative effects in preclinical models and early clinical studies. Intrathecal administration may enhance therapeutic potential by direct delivery to the CNS. However, randomized, placebo-controlled trials are needed to establish safety and efficacy. The objective of this trial was to assess whether a single intrathecal administration of autologous MSCs could provide evidence of a neuroregenerative effect in progressive MS. METHODS: In this randomized, double-blind, placebo-controlled phase I/II trial (NCT04749667), patients with progressive MS enrolled at 4 Norwegian tertiary hospitals received a single intrathecal injection of autologous bone marrow-derived MSCs (1 × 106 cells/kg) in a crossover design. The primary end point was the change in latency of combined evoked potentials at 6 months. Secondary end points included safety, brain MRI measures, functional and ophthalmologic assessments, and serum biomarkers at 6 and 12 months. Exploratory analyses comprised proteomic profiling of CSF. Outcomes were analyzed using baseline-adjusted regression models. RESULTS: A total of 18 patients were included (mean age 46.7 years; 55.6% female). No significant between-group difference was observed for the primary end point (β = -0.31, 95% CI -1.84 to 1.22, p = 0.668). At 6 months, patients in the MSC group showed reduced cerebral atrophy on MRI (β = 9.37, 95% CI 0.29 to 18.45, p = 0.044) and lower serum glial fibrillary acidic protein levels (β = -16.3 pg/mL, 95% CI -33.0 to 0.3, p = 0.054), but neither were sustained at 12 months. Exploratory CSF proteomics revealed reductions in multiple inflammation-related proteins at 6 months. One serious adverse event was deemed probably related to MSC treatment. Common adverse events included fever (n = 9) and low back pain (n = 10) after MSC administration, and spinal MRI abnormalities with fluid loculations and nerve root clumping (n = 7) at 6 months. One patient developed chronic coccygeal pain attributed to arachnoiditis. DISCUSSION: A neuroregenerative effect was not detected, although interpretation may be limited by the small sample size. Adverse events suggest an acute localized inflammatory reaction after MSC administration. Our findings suggest that intrathecal administration of MSCs in progressive MS should be approached with caution in future studies. CLASSIFICATION OF EVIDENCE: This study provides Class III evidence that, in patients with progressive multiple sclerosis, treatment with a single intrathecal administration of autologous mesenchymal stem cells does not provide neuroregenerative effect, as assessed by a composite evoked potential score. TRIAL REGISTRATION: ClinicalTrials.gov (NCT04749667); registered February 8, 2021; first patient enrolled August 9, 2021.
10 May 2026
Read appraisal →Cerebellum (London, England)
Clinical Spectrum of SEZ6L2 Autoimmunity: A Case Report and Systematic Review
Since the initial report of seizure‑related 6 homolog-like 2 (SEZ6L2) autoimmunity in a patient with cerebellar ataxia and retinopathy, subsequent reports have expanded the phenotype. Although rare, timely recognition is essential because this condition is immunotherapy-responsive. To describe a case of SEZ6L2 autoimmunity and conduct a systematic review (2014-2025) to characterize this rare disease. An 87-year-old man presented with subacute gait disturbance and cognitive decline, progressing to wheelchair dependence within 4 months. Examination showed dysarthria, appendicular and axial ataxia, dysmetria, tremor, and postural instability. Brief Ataxia Rating Scale (BARS) was 19.5. CSF studies and brain MRI were unremarkable, whereas FDG-PET demonstrated diffuse cerebellar hypometabolism. Malignancy screening was negative. After empiric intravenous immunoglobulin (IVIg) 2 g/kg, SEZ6L2 antibody assays returned positive in serum and CSF. Monthly IVIg was continued with mild improvement (BARS 18 at 7 months). Systematic review identified 12 articles (18 patients). Including our case, 19 patients (median age 60 years, 63% female) were analyzed. All had subacute cerebellar ataxia. Cognitive dysfunction and Parkinsonism were seen in 78.9% and 42.1%, respectively. Other symptoms included depression, pyramidal signs, nausea, tremor, sleep disturbance, and dysautonomia. Treatment was heterogeneous, with 47.4% showing partial improvement. SEZ6L2 autoimmunity is a rare, immunotherapy-responsive cause of subacute cerebellar ataxia, often with parkinsonism and cognitive changes. Presentations may extend beyond these manifestations.
11 Apr 2026
Read appraisal →